{"id":"W4299941501","doi":"10.18438/b8cg81","title":"CLA/ACB Library Research and Development Grants","year":2009,"lang":"en","type":"article","venue":"Evidence Based Library and Information Practice","topic":"Open Education and E-Learning","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Library science; Computer science; Research development; World Wide Web; Biology; Test (biology)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["scholarly_communication"],"consensus_categories":["scholarly_communication"],"category_scores_codex":[0.0008760195,0.0001021911,0.00008816818,0.0002955477,0.000505119,0.002206739,0.0004167604,0.00005915687,0.0001401159],"category_scores_gemma":[0.0005905472,0.00009420704,0.000009863053,0.0006798134,0.0000468965,0.3625774,0.0002177926,0.0003713146,0.0001879756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000007002433,"about_ca_system_score_gemma":0.0004826174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001101225,"about_ca_topic_score_gemma":5.290582e-9,"domain_scores_codex":[0.9986142,0.0002917069,0.0003134638,0.0001922093,0.0003599973,0.0002284151],"domain_scores_gemma":[0.9982505,0.001118835,0.0001502276,0.0002318556,0.00006133437,0.0001872343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001354232,0.00008922065,0.001170142,0.00006339043,0.000006419973,0.000005566565,0.002668064,0.00003232909,0.00002881694,0.7384207,0.01353831,0.2438416],"study_design_scores_gemma":[0.0002232416,0.0002263306,0.03644329,0.0001762772,0.000001744309,0.0000286426,0.001597695,0.003475389,0.001707593,0.0005992772,0.9553544,0.0001661295],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.02472162,0.001937963,0.02788047,0.745774,0.0005056144,0.0009301339,0.000001851044,0.0009092023,0.1973391],"genre_scores_gemma":[0.6794322,0.003326891,0.1999267,0.1153643,0.000107541,0.00002975168,0.00004203459,0.00001000818,0.001760577],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.9418161,"threshold_uncertainty_score":0.9988291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0476349371359694,"score_gpt":0.3257695974660286,"score_spread":0.2781346603300592,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}